Titanic : Machine Learning from Disaster Survival prediction on the Titanic. import matplotlib.pyplot as plt. import seaborn as sns. from sklearn.linear_model import LogisticRegression. Logistic regression is a statistical method for analyzing a dataset in which there are one or more independent variables that determine an outcome. Then we will find accuracy score of predictions.